System Identification on Heat Exchanger
54.86RMSEC-INN
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| C-INNBase Model=LSTM-2, Coverage level=90%2026.05 | 54.86 | 89.51 | 23.69 | 0.52 | |
| C-INNBase Model=LSTM-2, Coverage=95%2026.05 | 54.86 | 96.18 | 30.47 | 0.37 | |
| J-INNBase Model=LSTM-2, Coverage=95%2026.05 | 56.21 | 96.72 | 28.23 | 0.34 | |
| MC DropoutBase Model=NODE, Coverage level=90%2026.05 | 56.37 | 93.06 | 24.04 | 0.27 | |
| MC DropoutBase Model=NODE, Coverage=95%2026.05 | 56.37 | 96.65 | 28.64 | 0.35 | |
| J-INNBase Model=LSTM-2, Coverage level=90%2026.05 | 56.38 | 90.59 | 21.31 | 0.31 | |
| Deep EnsembleBase Model=LSTM, Coverage level=90%2026.05 | 58.4 | 91.04 | 22.1 | 0.28 | |
| Deep EnsembleBase Model=LSTM, Coverage=95%2026.05 | 58.4 | 95.76 | 26.33 | 0.32 | |
| Deep EnsembleBase Model=NODE, Coverage level=90%2026.05 | 58.57 | 92.66 | 24.94 | 0.31 | |
| Deep EnsembleBase Model=NODE, Coverage=95%2026.05 | 58.57 | 96.4 | 29.71 | 0.34 | |
| C-INNBase Model=NODE-2, Coverage level=90%2026.05 | 59.06 | 85.39 | 19.95 | 0.95 | |
| C-INNBase Model=NODE-2, Coverage=95%2026.05 | 59.06 | 92.4 | 24.82 | 0.76 | |
| MC DropoutBase Model=LSTM, Coverage level=90%2026.05 | 62.52 | 90.72 | 23.37 | 0.33 | |
| MC DropoutBase Model=LSTM, Coverage=95%2026.05 | 62.52 | 95.41 | 27.85 | 0.37 | |
| Bayesian NNBase Model=LSTM, Coverage level=90%2026.05 | 62.69 | 88.27 | 23.05 | 0.79 | |
| Bayesian NNBase Model=LSTM, Coverage=95%2026.05 | 62.69 | 93.41 | 27.46 | 0.69 | |
| J-INNBase Model=NODE-2, Coverage level=90%2026.05 | 64.58 | 89.2 | 22.63 | 0.52 | |
| J-INNBase Model=NODE-2, Coverage=95%2026.05 | 65.41 | 93.93 | 27.62 | 0.6 | |
| Bayesian NNBase Model=NODE, Coverage level=90%2026.05 | 70.14 | 93.14 | 29.65 | 0.3 | |
| Bayesian NNBase Model=NODE, Coverage=95%2026.05 | 70.14 | 96.84 | 35.33 | 0.35 |